Proactive Task Suggestion on FingerTip-20K (test-suggestion)
61Sim1TGL + Qwen2.5-VL-7B
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TGL + Qwen2.5-VL-7Bt=2, history=last 20 events2026.05 | 61 | 26.5 | |
| TGL + Qwen2.5-VL-7Bt=3, history=last 20 events2026.05 | 59 | 26.2 | |
| GPT-4.1mode=vanilla, t=3, history=full hist.2026.05 | 55 | 13.8 | |
| Qwen2.5-VL-7B FTAdaptation=LoRA, rank (r)=642026.05 | 55 | 26 | |
| Qwen2.5-VL-7B FTAdaptation=LoRA, rank (r)=42026.05 | 52 | 20.3 | |
| GPT-4.1mode=vanilla, t=02026.05 | 35 | 7.2 | |
| Qwen2.5-VL-7Bmode=vanilla, t=02026.05 | 25 | 3.1 |